The framework combines convex hull modeling of long-duration storage, offline hindsight trajectories for kernel regression training, and adaptive OCO with reference tracking to achieve sublinear regret and substantial cost reductions in microgrid operations.
Long-term energy management for microgrid with hybrid hydrogen-battery energy storage: A prediction- free coordinated optimization framework,
2 Pith papers cite this work. Polarity classification is still indexing.
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Derives locational energy storage bid bounds from a multi-period chance-constrained economic dispatch formulation that guarantee capping bids with a confidence level and demonstrate social welfare improvements in 8-bus system simulations.
citing papers explorer
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Online Convex Optimization for Coordinated Long-Term and Short-Term Isolated Microgrid Dispatch
The framework combines convex hull modeling of long-duration storage, offline hindsight trajectories for kernel regression training, and adaptive OCO with reference tracking to achieve sublinear regret and substantial cost reductions in microgrid operations.
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Locational Energy Storage Bid Bounds for Facilitating Social Welfare Convergence
Derives locational energy storage bid bounds from a multi-period chance-constrained economic dispatch formulation that guarantee capping bids with a confidence level and demonstrate social welfare improvements in 8-bus system simulations.